Overview
Brought to you by YData
Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 2205 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 179 |
| Duplicate rows (%) | 8.1% |
| Total size in memory | 381.3 KiB |
| Average record size in memory | 177.1 B |
Variable types
| Categorical | 11 |
|---|---|
| Numeric | 11 |
| Dataset has 179 (8.1%) duplicate rows | Duplicates |
AcceptedCmpTotal is highly overall correlated with HasAcceptedCmp | High correlation |
Age is highly overall correlated with AgeGroup | High correlation |
AgeGroup is highly overall correlated with Age | High correlation |
Children is highly overall correlated with HasChildren | High correlation |
Days_Since_Enrolled is highly overall correlated with Dt_Customer_Quarter and 1 other fields | High correlation |
Dt_Customer_Month is highly overall correlated with Dt_Customer_Quarter | High correlation |
Dt_Customer_Quarter is highly overall correlated with Days_Since_Enrolled and 1 other fields | High correlation |
HasAcceptedCmp is highly overall correlated with AcceptedCmpTotal | High correlation |
HasChildren is highly overall correlated with Children and 5 other fields | High correlation |
Income is highly overall correlated with HasChildren and 5 other fields | High correlation |
MntGoldProds is highly overall correlated with Income and 3 other fields | High correlation |
MntRegularProds is highly overall correlated with HasChildren and 4 other fields | High correlation |
MntTotal is highly overall correlated with HasChildren and 4 other fields | High correlation |
NumDealsPurchases is highly overall correlated with HasChildren | High correlation |
NumTotalPurchases is highly overall correlated with Income and 3 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with HasChildren and 1 other fields | High correlation |
Years_Since_Enrolled is highly overall correlated with Days_Since_Enrolled | High correlation |
Complain is highly imbalanced (92.5%) | Imbalance |
AcceptedCmpTotal is highly imbalanced (57.0%) | Imbalance |
Recency has 28 (1.3%) zeros | Zeros |
NumDealsPurchases has 39 (1.8%) zeros | Zeros |
MntGoldProds has 61 (2.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-27 18:00:12.910146 |
|---|---|
| Analysis finished | 2025-11-27 18:00:25.935439 |
| Duration | 13.03 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 54 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.5265306 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1113 | |
| PhD | 476 | |
| Master | 364 | 16.5% |
| 2n Cycle | 198 | 9.0% |
| Basic | 54 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1113 | |
| phd | 476 | |
| master | 364 | 15.1% |
| 2n | 198 | 8.2% |
| cycle | 198 | 8.2% |
| basic | 54 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2644 | |
| r | 1477 | |
| t | 1477 | |
| n | 1311 | 7.9% |
| i | 1167 | 7.0% |
| G | 1113 | 6.7% |
| u | 1113 | 6.7% |
| d | 1113 | 6.7% |
| o | 1113 | 6.7% |
| e | 562 | 3.4% |
| Other values (12) | 3506 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16596 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2644 | |
| r | 1477 | |
| t | 1477 | |
| n | 1311 | 7.9% |
| i | 1167 | 7.0% |
| G | 1113 | 6.7% |
| u | 1113 | 6.7% |
| d | 1113 | 6.7% |
| o | 1113 | 6.7% |
| e | 562 | 3.4% |
| Other values (12) | 3506 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16596 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2644 | |
| r | 1477 | |
| t | 1477 | |
| n | 1311 | 7.9% |
| i | 1167 | 7.0% |
| G | 1113 | 6.7% |
| u | 1113 | 6.7% |
| d | 1113 | 6.7% |
| o | 1113 | 6.7% |
| e | 562 | 3.4% |
| Other values (12) | 3506 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16596 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2644 | |
| r | 1477 | |
| t | 1477 | |
| n | 1311 | 7.9% |
| i | 1167 | 7.0% |
| G | 1113 | 6.7% |
| u | 1113 | 6.7% |
| d | 1113 | 6.7% |
| o | 1113 | 6.7% |
| e | 562 | 3.4% |
| Other values (12) | 3506 |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| Partner | |
|---|---|
| Single |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.644898 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Partner |
| 4th row | Partner |
| 5th row | Partner |
Common Values
| Value | Count | Frequency (%) |
| Partner | 1422 | |
| Single | 783 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| partner | 1422 | |
| single | 783 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2844 | |
| n | 2205 | |
| e | 2205 | |
| P | 1422 | |
| a | 1422 | |
| t | 1422 | |
| S | 783 | 5.3% |
| i | 783 | 5.3% |
| g | 783 | 5.3% |
| l | 783 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14652 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2844 | |
| n | 2205 | |
| e | 2205 | |
| P | 1422 | |
| a | 1422 | |
| t | 1422 | |
| S | 783 | 5.3% |
| i | 783 | 5.3% |
| g | 783 | 5.3% |
| l | 783 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14652 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2844 | |
| n | 2205 | |
| e | 2205 | |
| P | 1422 | |
| a | 1422 | |
| t | 1422 | |
| S | 783 | 5.3% |
| i | 783 | 5.3% |
| g | 783 | 5.3% |
| l | 783 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14652 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2844 | |
| n | 2205 | |
| e | 2205 | |
| P | 1422 | |
| a | 1422 | |
| t | 1422 | |
| S | 783 | 5.3% |
| i | 783 | 5.3% |
| g | 783 | 5.3% |
| l | 783 | 5.3% |
Children
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 50 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1112 | |
| 0 | 628 | |
| 2 | 415 | 18.8% |
| 3 | 50 | 2.3% |
HasChildren
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1577 | |
| 0 | 628 | 28.5% |
Age
Real number (ℝ)
High correlation
| Distinct | 56 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.095692 |
| Minimum | 18 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 37 |
| median | 44 |
| Q3 | 55 |
| 95-th percentile | 64 |
| Maximum | 74 |
| Range | 56 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.705801 |
|---|---|
| Coefficient of variation (CV) | 0.25957692 |
| Kurtosis | -0.79703564 |
| Mean | 45.095692 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.08994081 |
| Sum | 99436 |
| Variance | 137.02578 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38 | 88 | 4.0% |
| 43 | 85 | 3.9% |
| 39 | 82 | 3.7% |
| 42 | 78 | 3.5% |
| 36 | 76 | 3.4% |
| 44 | 75 | 3.4% |
| 49 | 74 | 3.4% |
| 41 | 71 | 3.2% |
| 45 | 70 | 3.2% |
| 40 | 69 | 3.1% |
| Other values (46) | 1437 |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 19 | 5 | 0.2% |
| 20 | 3 | 0.1% |
| 21 | 5 | 0.2% |
| 22 | 13 | |
| 23 | 15 | |
| 24 | 18 | |
| 25 | 29 | |
| 26 | 29 | |
| 27 | 27 |
| Value | Count | Frequency (%) |
| 74 | 1 | < 0.1% |
| 73 | 1 | < 0.1% |
| 71 | 6 | 0.3% |
| 70 | 7 | 0.3% |
| 69 | 8 | 0.4% |
| 68 | 16 | |
| 67 | 16 | |
| 66 | 21 | |
| 65 | 29 | |
| 64 | 29 |
AgeGroup
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| 31-45 | |
|---|---|
| 46-60 | |
| 61+ | |
| 18-30 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7614512 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 46-60 |
|---|---|
| 2nd row | 46-60 |
| 3rd row | 46-60 |
| 4th row | 18-30 |
| 5th row | 31-45 |
Common Values
| Value | Count | Frequency (%) |
| 31-45 | 958 | |
| 46-60 | 727 | |
| 61+ | 263 | 11.9% |
| 18-30 | 257 | 11.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 31-45 | 958 | |
| 46-60 | 727 | |
| 61 | 263 | 11.9% |
| 18-30 | 257 | 11.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 1942 | |
| 6 | 1717 | |
| 4 | 1685 | |
| 1 | 1478 | |
| 3 | 1215 | |
| 0 | 984 | |
| 5 | 958 | |
| + | 263 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10499 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 1942 | |
| 6 | 1717 | |
| 4 | 1685 | |
| 1 | 1478 | |
| 3 | 1215 | |
| 0 | 984 | |
| 5 | 958 | |
| + | 263 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10499 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 1942 | |
| 6 | 1717 | |
| 4 | 1685 | |
| 1 | 1478 | |
| 3 | 1215 | |
| 0 | 984 | |
| 5 | 958 | |
| + | 263 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10499 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 1942 | |
| 6 | 1717 | |
| 4 | 1685 | |
| 1 | 1478 | |
| 3 | 1215 | |
| 0 | 984 | |
| 5 | 958 | |
| + | 263 | 2.5% |
| 8 | 257 | 2.4% |
Income
Real number (ℝ)
High correlation
| Distinct | 1963 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51622.095 |
| Minimum | 1730 |
|---|---|
| Maximum | 113734 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18980 |
| Q1 | 35196 |
| median | 51287 |
| Q3 | 68281 |
| 95-th percentile | 83829 |
| Maximum | 113734 |
| Range | 112004 |
| Interquartile range (IQR) | 33085 |
Descriptive statistics
| Standard deviation | 20713.064 |
|---|---|
| Coefficient of variation (CV) | 0.40124416 |
| Kurtosis | -0.84756387 |
| Mean | 51622.095 |
| Median Absolute Deviation (MAD) | 16463 |
| Skewness | 0.013164263 |
| Sum | 1.1382672 × 108 |
| Variance | 4.2903101 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 18929 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| 18690 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 39922 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 37760 | 3 | 0.1% |
| Other values (1953) | 2165 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 113734 | 1 | |
| 105471 | 1 | |
| 102692 | 1 | |
| 102160 | 1 | |
| 101970 | 1 | |
| 98777 | 2 | |
| 96876 | 1 | |
| 96843 | 1 | |
| 96547 | 1 | |
| 95529 | 1 |
Recency
Real number (ℝ)
Zeros
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.00907 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.932111 |
|---|---|
| Coefficient of variation (CV) | 0.59034198 |
| Kurtosis | -1.1984429 |
| Mean | 49.00907 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.0018740372 |
| Sum | 108065 |
| Variance | 837.06707 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.5% |
| 54 | 32 | 1.5% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.4% |
| 65 | 30 | 1.4% |
| 29 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| 49 | 29 | 1.3% |
| 3 | 29 | 1.3% |
| Other values (90) | 1897 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 26 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 16 | |
| 98 | 21 | |
| 97 | 20 | |
| 96 | 23 | |
| 95 | 18 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
Complain
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 0 | |
|---|---|
| 1 | 20 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2185 | |
| 1 | 20 | 0.9% |
Dt_Customer_Month
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4675737 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.4946765 |
|---|---|
| Coefficient of variation (CV) | 0.5403381 |
| Kurtosis | -1.2807731 |
| Mean | 6.4675737 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.0017519562 |
| Sum | 14261 |
| Variance | 12.212764 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 217 | |
| 5 | 212 | |
| 10 | 210 | |
| 3 | 208 | |
| 1 | 195 | |
| 9 | 189 | |
| 11 | 183 | |
| 4 | 180 | |
| 2 | 176 | |
| 12 | 175 | |
| Other values (2) | 260 |
| Value | Count | Frequency (%) |
| 1 | 195 | |
| 2 | 176 | |
| 3 | 208 | |
| 4 | 180 | |
| 5 | 212 | |
| 6 | 160 | |
| 7 | 100 | |
| 8 | 217 | |
| 9 | 189 | |
| 10 | 210 |
| Value | Count | Frequency (%) |
| 12 | 175 | |
| 11 | 183 | |
| 10 | 210 | |
| 9 | 189 | |
| 8 | 217 | |
| 7 | 100 | |
| 6 | 160 | |
| 5 | 212 | |
| 4 | 180 | |
| 3 | 208 |
Dt_Customer_Quarter
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 1 | |
|---|---|
| 4 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 4 | 568 | |
| 2 | 552 | |
| 3 | 506 |
Days_Since_Enrolled
Real number (ℝ)
High correlation
| Distinct | 662 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 353.71837 |
| Minimum | 0 |
|---|---|
| Maximum | 699 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 180 |
| median | 356 |
| Q3 | 529 |
| 95-th percentile | 667 |
| Maximum | 699 |
| Range | 699 |
| Interquartile range (IQR) | 349 |
Descriptive statistics
| Standard deviation | 202.56365 |
|---|---|
| Coefficient of variation (CV) | 0.57266929 |
| Kurtosis | -1.2028565 |
| Mean | 353.71837 |
| Median Absolute Deviation (MAD) | 175 |
| Skewness | -0.019176487 |
| Sum | 779949 |
| Variance | 41032.031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 667 | 12 | 0.5% |
| 48 | 11 | 0.5% |
| 500 | 11 | 0.5% |
| 655 | 11 | 0.5% |
| 313 | 10 | 0.5% |
| 38 | 10 | 0.5% |
| 85 | 9 | 0.4% |
| 98 | 9 | 0.4% |
| 543 | 9 | 0.4% |
| 608 | 9 | 0.4% |
| Other values (652) | 2104 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 4 | |
| 4 | 5 | |
| 5 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| 7 | 5 | |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 699 | 1 | < 0.1% |
| 698 | 1 | < 0.1% |
| 697 | 4 | |
| 696 | 3 | |
| 695 | 5 | |
| 694 | 3 | |
| 693 | 1 | < 0.1% |
| 692 | 3 | |
| 691 | 4 | |
| 690 | 7 |
Years_Since_Enrolled
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1138 | |
| 1 | 1067 |
NumDealsPurchases
Real number (ℝ)
High correlation Zeros
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3183673 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 39 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8861067 |
|---|---|
| Coefficient of variation (CV) | 0.81354954 |
| Kurtosis | 8.1866714 |
| Mean | 2.3183673 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.3123687 |
| Sum | 5112 |
| Variance | 3.5573984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 957 | |
| 2 | 493 | |
| 3 | 293 | 13.3% |
| 4 | 187 | 8.5% |
| 5 | 94 | 4.3% |
| 6 | 60 | 2.7% |
| 7 | 39 | 1.8% |
| 0 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 21 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 39 | 1.8% |
| 1 | 957 | |
| 2 | 493 | |
| 3 | 293 | 13.3% |
| 4 | 187 | 8.5% |
| 5 | 94 | 4.3% |
| 6 | 60 | 2.7% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 5 | 0.2% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 39 | |
| 6 | 60 | |
| 5 | 94 |
NumWebVisitsMonth
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3369615 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 6 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.4135354 |
|---|---|
| Coefficient of variation (CV) | 0.45223025 |
| Kurtosis | 1.9043985 |
| Mean | 5.3369615 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.22999442 |
| Sum | 11768 |
| Variance | 5.8251532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 387 | |
| 8 | 340 | |
| 6 | 334 | |
| 5 | 278 | |
| 4 | 216 | |
| 3 | 203 | |
| 2 | 201 | |
| 1 | 146 | 6.6% |
| 9 | 82 | 3.7% |
| 0 | 6 | 0.3% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.3% |
| 1 | 146 | 6.6% |
| 2 | 201 | |
| 3 | 203 | |
| 4 | 216 | |
| 5 | 278 | |
| 6 | 334 | |
| 7 | 387 | |
| 8 | 340 | |
| 9 | 82 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 82 | 3.7% |
| 8 | 340 | |
| 7 | 387 | |
| 6 | 334 |
NumTotalPurchases
Real number (ℝ)
High correlation
| Distinct | 33 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.569615 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 4 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.1803499 |
|---|---|
| Coefficient of variation (CV) | 0.57124663 |
| Kurtosis | -1.1272874 |
| Mean | 12.569615 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.29247008 |
| Sum | 27716 |
| Variance | 51.557425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 4 | 200 | 9.1% |
| 6 | 188 | 8.5% |
| 5 | 178 | 8.1% |
| 7 | 126 | 5.7% |
| 3 | 124 | 5.6% |
| 18 | 102 | 4.6% |
| 16 | 98 | 4.4% |
| 14 | 97 | 4.4% |
| 17 | 88 | 4.0% |
| 21 | 85 | 3.9% |
| Other values (23) | 919 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.2% |
| 1 | 4 | 0.2% |
| 2 | 1 | < 0.1% |
| 3 | 124 | |
| 4 | 200 | |
| 5 | 178 | |
| 6 | 188 | |
| 7 | 126 | |
| 8 | 50 | 2.3% |
| 9 | 44 | 2.0% |
| Value | Count | Frequency (%) |
| 32 | 3 | 0.1% |
| 31 | 2 | 0.1% |
| 30 | 2 | 0.1% |
| 29 | 5 | 0.2% |
| 28 | 9 | 0.4% |
| 27 | 22 | 1.0% |
| 26 | 24 | 1.1% |
| 25 | 39 | |
| 24 | 52 | |
| 23 | 63 |
MntRegularProds
Real number (ℝ)
High correlation
| Distinct | 897 |
|---|---|
| Distinct (%) | 40.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 562.76463 |
| Minimum | 4 |
|---|---|
| Maximum | 2491 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 56 |
| median | 343 |
| Q3 | 964 |
| 95-th percentile | 1697.2 |
| Maximum | 2491 |
| Range | 2487 |
| Interquartile range (IQR) | 908 |
Descriptive statistics
| Standard deviation | 575.93691 |
|---|---|
| Coefficient of variation (CV) | 1.0234064 |
| Kurtosis | -0.21852684 |
| Mean | 562.76463 |
| Median Absolute Deviation (MAD) | 310 |
| Skewness | 0.91581093 |
| Sum | 1240896 |
| Variance | 331703.33 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 30 | 1.4% |
| 41 | 25 | 1.1% |
| 16 | 24 | 1.1% |
| 40 | 24 | 1.1% |
| 19 | 24 | 1.1% |
| 44 | 20 | 0.9% |
| 20 | 19 | 0.9% |
| 32 | 17 | 0.8% |
| 37 | 16 | 0.7% |
| 17 | 16 | 0.7% |
| Other values (887) | 1990 |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 7 | |
| 9 | 6 | |
| 10 | 5 | |
| 11 | 7 | |
| 12 | 8 | |
| 13 | 6 |
| Value | Count | Frequency (%) |
| 2491 | 1 | |
| 2429 | 2 | |
| 2304 | 2 | |
| 2262 | 1 | |
| 2244 | 1 | |
| 2188 | 1 | |
| 2169 | 1 | |
| 2158 | 1 | |
| 2157 | 1 | |
| 2153 | 1 |
MntGoldProds
Real number (ℝ)
High correlation Zeros
| Distinct | 212 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.057143 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 61 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 25 |
| Q3 | 56 |
| 95-th percentile | 164.6 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.736211 |
|---|---|
| Coefficient of variation (CV) | 1.1742979 |
| Kurtosis | 3.1437592 |
| Mean | 44.057143 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.8344675 |
| Sum | 97146 |
| Variance | 2676.6356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 68 | 3.1% |
| 3 | 68 | 3.1% |
| 1 | 67 | 3.0% |
| 5 | 63 | 2.9% |
| 12 | 62 | 2.8% |
| 0 | 61 | 2.8% |
| 2 | 60 | 2.7% |
| 6 | 55 | 2.5% |
| 7 | 52 | 2.4% |
| 10 | 49 | 2.2% |
| Other values (202) | 1600 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 67 | |
| 2 | 60 | |
| 3 | 68 | |
| 4 | 68 | |
| 5 | 63 | |
| 6 | 55 | |
| 7 | 52 | |
| 8 | 39 | |
| 9 | 43 |
| Value | Count | Frequency (%) |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 6 |
MntTotal
Real number (ℝ)
High correlation
| Distinct | 1045 |
|---|---|
| Distinct (%) | 47.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 606.82177 |
| Minimum | 5 |
|---|---|
| Maximum | 2525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.5 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 69 |
| median | 397 |
| Q3 | 1047 |
| 95-th percentile | 1776.8 |
| Maximum | 2525 |
| Range | 2520 |
| Interquartile range (IQR) | 978 |
Descriptive statistics
| Standard deviation | 601.67528 |
|---|---|
| Coefficient of variation (CV) | 0.99151895 |
| Kurtosis | -0.33506562 |
| Mean | 606.82177 |
| Median Absolute Deviation (MAD) | 354 |
| Skewness | 0.85955152 |
| Sum | 1338042 |
| Variance | 362013.15 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 18 | 0.8% |
| 22 | 17 | 0.8% |
| 57 | 16 | 0.7% |
| 55 | 15 | 0.7% |
| 44 | 15 | 0.7% |
| 38 | 14 | 0.6% |
| 43 | 14 | 0.6% |
| 20 | 14 | 0.6% |
| 48 | 14 | 0.6% |
| 37 | 14 | 0.6% |
| Other values (1035) | 2054 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 3 | 0.1% |
| 9 | 2 | 0.1% |
| 10 | 5 | |
| 11 | 5 | |
| 12 | 2 | 0.1% |
| 13 | 6 | |
| 14 | 3 | 0.1% |
| 15 | 10 |
| Value | Count | Frequency (%) |
| 2525 | 2 | |
| 2524 | 1 | |
| 2486 | 1 | |
| 2440 | 1 | |
| 2352 | 1 | |
| 2349 | 1 | |
| 2346 | 1 | |
| 2302 | 2 | |
| 2283 | 1 | |
| 2279 | 1 |
AcceptedCmpTotal
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 81 |
| 3 | 44 |
| 4 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
HasAcceptedCmp
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1747 | |
| 1 | 458 | 20.8% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 333 | 15.1% |
Interactions
Correlations
| AcceptedCmpTotal | Age | AgeGroup | Children | Complain | Days_Since_Enrolled | Dt_Customer_Month | Dt_Customer_Quarter | Education | HasAcceptedCmp | HasChildren | Income | Marital_Status | MntGoldProds | MntRegularProds | MntTotal | NumDealsPurchases | NumTotalPurchases | NumWebVisitsMonth | Recency | Response | Years_Since_Enrolled | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AcceptedCmpTotal | 1.000 | 0.056 | 0.048 | 0.160 | 0.000 | 0.014 | 0.000 | 0.032 | 0.000 | 0.999 | 0.279 | 0.276 | 0.000 | 0.110 | 0.262 | 0.267 | 0.078 | 0.163 | 0.096 | 0.000 | 0.426 | 0.000 |
| Age | 0.056 | 1.000 | 0.903 | 0.215 | 0.028 | -0.013 | -0.032 | 0.000 | 0.113 | 0.074 | 0.316 | 0.221 | 0.089 | 0.075 | 0.170 | 0.163 | 0.089 | 0.184 | -0.135 | 0.015 | 0.066 | 0.043 |
| AgeGroup | 0.048 | 0.903 | 1.000 | 0.164 | 0.000 | 0.000 | 0.000 | 0.013 | 0.107 | 0.022 | 0.213 | 0.183 | 0.069 | 0.025 | 0.117 | 0.110 | 0.079 | 0.109 | 0.088 | 0.063 | 0.028 | 0.000 |
| Children | 0.160 | 0.215 | 0.164 | 1.000 | 0.000 | 0.033 | 0.033 | 0.018 | 0.034 | 0.241 | 1.000 | 0.337 | 0.048 | 0.163 | 0.324 | 0.324 | 0.369 | 0.234 | 0.324 | 0.030 | 0.204 | 0.000 |
| Complain | 0.000 | 0.028 | 0.000 | 0.000 | 1.000 | 0.054 | 0.000 | 0.031 | 0.030 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 |
| Days_Since_Enrolled | 0.014 | -0.013 | 0.000 | 0.033 | 0.054 | 1.000 | 0.225 | 0.831 | 0.046 | 0.020 | 0.000 | -0.023 | 0.000 | 0.226 | 0.172 | 0.182 | 0.217 | 0.158 | 0.306 | 0.028 | 0.201 | 0.961 |
| Dt_Customer_Month | 0.000 | -0.032 | 0.000 | 0.033 | 0.000 | 0.225 | 1.000 | 0.999 | 0.044 | 0.000 | 0.000 | -0.004 | 0.000 | 0.032 | 0.036 | 0.040 | 0.024 | 0.024 | 0.066 | 0.014 | 0.081 | 0.202 |
| Dt_Customer_Quarter | 0.032 | 0.000 | 0.013 | 0.018 | 0.031 | 0.831 | 0.999 | 1.000 | 0.036 | 0.024 | 0.000 | 0.043 | 0.000 | 0.031 | 0.040 | 0.057 | 0.048 | 0.050 | 0.084 | 0.032 | 0.070 | 0.064 |
| Education | 0.000 | 0.113 | 0.107 | 0.034 | 0.030 | 0.046 | 0.044 | 0.036 | 1.000 | 0.032 | 0.000 | 0.167 | 0.000 | 0.065 | 0.086 | 0.092 | 0.000 | 0.102 | 0.053 | 0.000 | 0.094 | 0.059 |
| HasAcceptedCmp | 0.999 | 0.074 | 0.022 | 0.241 | 0.000 | 0.020 | 0.000 | 0.024 | 0.032 | 1.000 | 0.237 | 0.383 | 0.000 | 0.206 | 0.419 | 0.422 | 0.137 | 0.300 | 0.142 | 0.000 | 0.366 | 0.000 |
| HasChildren | 0.279 | 0.316 | 0.213 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.237 | 1.000 | 0.551 | 0.054 | 0.255 | 0.534 | 0.533 | 0.565 | 0.353 | 0.558 | 0.018 | 0.203 | 0.000 |
| Income | 0.276 | 0.221 | 0.183 | 0.337 | 0.028 | -0.023 | -0.004 | 0.043 | 0.167 | 0.383 | 0.551 | 1.000 | 0.032 | 0.519 | 0.870 | 0.860 | -0.194 | 0.789 | -0.641 | 0.009 | 0.258 | 0.000 |
| Marital_Status | 0.000 | 0.089 | 0.069 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.032 | 1.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.031 | 0.053 | 0.147 | 0.006 |
| MntGoldProds | 0.110 | 0.075 | 0.025 | 0.163 | 0.000 | 0.226 | 0.032 | 0.031 | 0.065 | 0.206 | 0.255 | 0.519 | 0.000 | 1.000 | 0.651 | 0.695 | 0.088 | 0.648 | -0.268 | 0.018 | 0.157 | 0.179 |
| MntRegularProds | 0.262 | 0.170 | 0.117 | 0.324 | 0.000 | 0.172 | 0.036 | 0.040 | 0.086 | 0.419 | 0.534 | 0.870 | 0.000 | 0.651 | 1.000 | 0.996 | -0.021 | 0.909 | -0.483 | 0.022 | 0.292 | 0.145 |
| MntTotal | 0.267 | 0.163 | 0.110 | 0.324 | 0.000 | 0.182 | 0.040 | 0.057 | 0.092 | 0.422 | 0.533 | 0.860 | 0.000 | 0.695 | 0.996 | 1.000 | -0.021 | 0.910 | -0.480 | 0.021 | 0.295 | 0.153 |
| NumDealsPurchases | 0.078 | 0.089 | 0.079 | 0.369 | 0.000 | 0.217 | 0.024 | 0.048 | 0.000 | 0.137 | 0.565 | -0.194 | 0.014 | 0.088 | -0.021 | -0.021 | 1.000 | 0.102 | 0.395 | 0.008 | 0.098 | 0.217 |
| NumTotalPurchases | 0.163 | 0.184 | 0.109 | 0.234 | 0.024 | 0.158 | 0.024 | 0.050 | 0.102 | 0.300 | 0.353 | 0.789 | 0.000 | 0.648 | 0.909 | 0.910 | 0.102 | 1.000 | -0.427 | 0.014 | 0.164 | 0.151 |
| NumWebVisitsMonth | 0.096 | -0.135 | 0.088 | 0.324 | 0.000 | 0.306 | 0.066 | 0.084 | 0.053 | 0.142 | 0.558 | -0.641 | 0.031 | -0.268 | -0.483 | -0.480 | 0.395 | -0.427 | 1.000 | -0.018 | 0.122 | 0.248 |
| Recency | 0.000 | 0.015 | 0.063 | 0.030 | 0.000 | 0.028 | 0.014 | 0.032 | 0.000 | 0.000 | 0.018 | 0.009 | 0.053 | 0.018 | 0.022 | 0.021 | 0.008 | 0.014 | -0.018 | 1.000 | 0.209 | 0.029 |
| Response | 0.426 | 0.066 | 0.028 | 0.204 | 0.000 | 0.201 | 0.081 | 0.070 | 0.094 | 0.366 | 0.203 | 0.258 | 0.147 | 0.157 | 0.292 | 0.295 | 0.098 | 0.164 | 0.122 | 0.209 | 1.000 | 0.172 |
| Years_Since_Enrolled | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.961 | 0.202 | 0.064 | 0.059 | 0.000 | 0.000 | 0.000 | 0.006 | 0.179 | 0.145 | 0.153 | 0.217 | 0.151 | 0.248 | 0.029 | 0.172 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Education | Marital_Status | Children | HasChildren | Age | AgeGroup | Income | Recency | Complain | Dt_Customer_Month | Dt_Customer_Quarter | Days_Since_Enrolled | Years_Since_Enrolled | NumDealsPurchases | NumWebVisitsMonth | NumTotalPurchases | MntRegularProds | MntGoldProds | MntTotal | AcceptedCmpTotal | HasAcceptedCmp | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Graduation | Single | 0 | 0 | 57 | 46-60 | 58138.0 | 58 | 0 | 9 | 3 | 663 | 1 | 3 | 7 | 22 | 1529 | 88 | 1617 | 0 | 0 | 1 |
| 1 | Graduation | Single | 2 | 1 | 60 | 46-60 | 46344.0 | 38 | 0 | 3 | 1 | 113 | 0 | 2 | 5 | 4 | 21 | 6 | 27 | 0 | 0 | 0 |
| 2 | Graduation | Partner | 0 | 0 | 49 | 46-60 | 71613.0 | 26 | 0 | 8 | 3 | 312 | 0 | 1 | 4 | 20 | 734 | 42 | 776 | 0 | 0 | 0 |
| 3 | Graduation | Partner | 1 | 1 | 30 | 18-30 | 26646.0 | 26 | 0 | 2 | 1 | 139 | 0 | 2 | 6 | 6 | 48 | 5 | 53 | 0 | 0 | 0 |
| 4 | PhD | Partner | 1 | 1 | 33 | 31-45 | 58293.0 | 94 | 0 | 1 | 1 | 161 | 0 | 5 | 5 | 14 | 407 | 15 | 422 | 0 | 0 | 0 |
| 5 | Master | Partner | 1 | 1 | 47 | 46-60 | 62513.0 | 16 | 0 | 9 | 3 | 293 | 0 | 2 | 6 | 20 | 702 | 14 | 716 | 0 | 0 | 0 |
| 6 | Graduation | Single | 1 | 1 | 43 | 31-45 | 55635.0 | 34 | 0 | 11 | 4 | 593 | 1 | 4 | 6 | 17 | 563 | 27 | 590 | 0 | 0 | 0 |
| 7 | PhD | Partner | 1 | 1 | 29 | 18-30 | 33454.0 | 32 | 0 | 5 | 2 | 417 | 1 | 2 | 8 | 8 | 146 | 23 | 169 | 0 | 0 | 0 |
| 8 | PhD | Partner | 1 | 1 | 40 | 31-45 | 30351.0 | 19 | 0 | 6 | 2 | 388 | 1 | 1 | 9 | 5 | 44 | 2 | 46 | 0 | 0 | 1 |
| 9 | PhD | Partner | 2 | 1 | 64 | 61+ | 5648.0 | 68 | 0 | 3 | 1 | 108 | 0 | 1 | 20 | 1 | 36 | 13 | 49 | 1 | 1 | 0 |
| Education | Marital_Status | Children | HasChildren | Age | AgeGroup | Income | Recency | Complain | Dt_Customer_Month | Dt_Customer_Quarter | Days_Since_Enrolled | Years_Since_Enrolled | NumDealsPurchases | NumWebVisitsMonth | NumTotalPurchases | MntRegularProds | MntGoldProds | MntTotal | AcceptedCmpTotal | HasAcceptedCmp | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2229 | Graduation | Partner | 2 | 1 | 42 | 31-45 | 24434.0 | 9 | 0 | 5 | 2 | 42 | 0 | 2 | 7 | 5 | 33 | 17 | 50 | 0 | 0 | 0 |
| 2230 | Graduation | Single | 1 | 1 | 30 | 18-30 | 11012.0 | 82 | 0 | 3 | 1 | 470 | 1 | 3 | 9 | 6 | 61 | 23 | 84 | 1 | 1 | 0 |
| 2231 | Master | Single | 0 | 0 | 44 | 31-45 | 44802.0 | 71 | 0 | 8 | 3 | 677 | 1 | 2 | 8 | 25 | 1029 | 20 | 1049 | 0 | 0 | 0 |
| 2232 | Graduation | Single | 0 | 0 | 28 | 18-30 | 26816.0 | 50 | 0 | 8 | 3 | 681 | 1 | 1 | 4 | 3 | 19 | 3 | 22 | 0 | 0 | 0 |
| 2234 | Graduation | Partner | 1 | 1 | 40 | 31-45 | 34421.0 | 81 | 0 | 7 | 3 | 363 | 0 | 1 | 7 | 3 | 21 | 9 | 30 | 0 | 0 | 0 |
| 2235 | Graduation | Partner | 1 | 1 | 47 | 46-60 | 61223.0 | 46 | 0 | 6 | 2 | 381 | 1 | 2 | 5 | 16 | 1094 | 247 | 1341 | 0 | 0 | 0 |
| 2236 | PhD | Partner | 3 | 1 | 68 | 61+ | 64014.0 | 56 | 0 | 6 | 2 | 19 | 0 | 7 | 7 | 15 | 436 | 8 | 444 | 1 | 1 | 0 |
| 2237 | Graduation | Single | 0 | 0 | 33 | 31-45 | 56981.0 | 91 | 0 | 1 | 1 | 155 | 0 | 1 | 6 | 18 | 1217 | 24 | 1241 | 1 | 1 | 0 |
| 2238 | Master | Partner | 1 | 1 | 58 | 46-60 | 69245.0 | 8 | 0 | 1 | 1 | 156 | 0 | 2 | 3 | 21 | 782 | 61 | 843 | 0 | 0 | 0 |
| 2239 | PhD | Partner | 2 | 1 | 60 | 46-60 | 52869.0 | 40 | 0 | 10 | 4 | 622 | 1 | 3 | 7 | 8 | 151 | 21 | 172 | 0 | 0 | 1 |
Duplicate rows
Most frequently occurring
| Education | Marital_Status | Children | HasChildren | Age | AgeGroup | Income | Recency | Complain | Dt_Customer_Month | Dt_Customer_Quarter | Days_Since_Enrolled | Years_Since_Enrolled | NumDealsPurchases | NumWebVisitsMonth | NumTotalPurchases | MntRegularProds | MntGoldProds | MntTotal | AcceptedCmpTotal | HasAcceptedCmp | Response | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | Graduation | Partner | 0 | 0 | 24 | 18-30 | 18929.0 | 15 | 0 | 2 | 1 | 498 | 1 | 1 | 6 | 5 | 67 | 18 | 85 | 0 | 0 | 0 | 3 |
| 34 | Graduation | Partner | 0 | 0 | 55 | 46-60 | 18690.0 | 77 | 0 | 12 | 4 | 548 | 1 | 1 | 8 | 4 | 41 | 19 | 60 | 0 | 0 | 0 | 3 |
| 38 | Graduation | Partner | 0 | 0 | 62 | 61+ | 83844.0 | 57 | 0 | 5 | 2 | 413 | 1 | 1 | 1 | 19 | 1383 | 191 | 1574 | 1 | 1 | 0 | 3 |
| 45 | Graduation | Partner | 1 | 1 | 31 | 31-45 | 39922.0 | 30 | 0 | 2 | 1 | 500 | 1 | 2 | 8 | 7 | 120 | 36 | 156 | 0 | 0 | 0 | 3 |
| 53 | Graduation | Partner | 1 | 1 | 40 | 31-45 | 67445.0 | 63 | 0 | 8 | 3 | 686 | 1 | 5 | 6 | 27 | 1163 | 11 | 1174 | 0 | 0 | 0 | 3 |
| 136 | Master | Single | 1 | 1 | 46 | 46-60 | 63841.0 | 64 | 0 | 4 | 2 | 434 | 1 | 1 | 6 | 21 | 777 | 131 | 908 | 0 | 0 | 0 | 3 |
| 0 | 2n Cycle | Partner | 0 | 0 | 32 | 31-45 | 66664.0 | 78 | 0 | 9 | 3 | 642 | 1 | 1 | 3 | 18 | 1257 | 32 | 1289 | 0 | 0 | 0 | 2 |
| 1 | 2n Cycle | Partner | 0 | 0 | 40 | 31-45 | 20130.0 | 99 | 0 | 3 | 1 | 104 | 0 | 1 | 8 | 4 | 22 | 12 | 34 | 0 | 0 | 0 | 2 |
| 2 | 2n Cycle | Partner | 0 | 0 | 44 | 31-45 | 15315.0 | 27 | 0 | 8 | 3 | 330 | 0 | 2 | 5 | 6 | 47 | 17 | 64 | 0 | 0 | 0 | 2 |
| 3 | 2n Cycle | Partner | 0 | 0 | 49 | 46-60 | 70924.0 | 41 | 0 | 4 | 2 | 83 | 0 | 1 | 3 | 19 | 1287 | 76 | 1363 | 1 | 1 | 0 | 2 |